{"id":"W4310565208","doi":"10.1212/wnl.0000000000201645","title":"Direct Health Care Costs Associated With Multiple Sclerosis","year":2022,"lang":"en","type":"article","venue":"Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes","funders":"","keywords":"Medicine; Cohort; Medical prescription; Multiple sclerosis; Indirect costs; Health care; Cohort study; Population; Retrospective cohort study; Emergency medicine; Pediatrics; Internal medicine; Environmental health; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005653886,0.0003292845,0.0003236225,0.001591783,0.0004545503,0.0009865086,0.0004732591,0.0003311978,0.002828648],"category_scores_gemma":[0.005615005,0.0001836246,0.0005522796,0.002893782,0.0003599289,0.0002958488,0.0007387091,0.0006167923,0.0001659821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006994857,"about_ca_system_score_gemma":0.003568796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3113169,"about_ca_topic_score_gemma":0.3400638,"domain_scores_codex":[0.9982523,0.0003736108,0.0002129974,0.0001391323,0.000735424,0.000286507],"domain_scores_gemma":[0.9971566,0.0004149491,0.001342886,0.00007314559,0.0006995811,0.0003128863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001860859,0.00005446174,0.9712005,0.0003743627,0.0007346175,0.0003679519,0.00009511466,0.002589375,0.0001188334,0.000588976,0.002581369,0.02110838],"study_design_scores_gemma":[0.00001546107,0.0000530046,0.994541,0.0001616089,0.0001598814,0.0007393542,0.0001350751,0.00171043,0.00005457086,0.0003430022,0.002075498,0.00001119478],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9649217,0.01131991,0.000453357,0.001646097,0.00006484307,0.0001029348,0.01333095,0.00002961781,0.008130577],"genre_scores_gemma":[0.9937915,0.002462687,0.0002903496,0.00008443541,0.00004693497,0.00002108636,0.002777812,0.000003307246,0.0005220101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3113169,"threshold_uncertainty_score":0.6190097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05846103665870686,"score_gpt":0.3048463881651681,"score_spread":0.2463853515064612,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}